
Practicum Experience(s)
Lawrence Berkeley National Laboratory (2023)
Annual Program Review Abstracts
Publications
Sivonxay, E., Attia, L., Spotte-Smith, E. W. C., Lengeling, B., Xia, X., Barter, D., ... & Blau, S. (2025). Inverse Design of Complex Nanoparticle Heterostructures via Deep Learning on Heterogeneous Graphs. Nature Compuational Science (just accepted)
Attia, L., Burns, J. W., Doyle, P. S., & Green, W. H. (2025). Data-driven Organic Solubility Prediction at the Limit of Aleatoric Uncertainty. Nature Communications (just accepted)
Attia, L., Nguyen, D., Gohkale, D., Zheng, T., & Doyle, P.S. (2024). Surfactant-Polymer Complexation and Competition on Drug Nanocrystal Surfaces Control Crystallinity. ACS Applied Materials and Interfaces.
Attia, L., Chen, L. H., & Doyle, P. S. (2023). Orthogonal Gelations to Synthesize Core Shell Hydrogels Loaded with Nanoemulsion Templated Drug Nanoparticles for Versatile Oral Drug Delivery. Advanced Healthcare Materials, 2301667.
Awards
MDPI Pharmaceuticals Travel Award, 2024
Merck Best Poster Award, Controlled Release Society Annual Meeting, 2024
Dow Travel Award, MIT Department of Chemical Engineering, 2024
Langmuir Graduate Student Award, ACS Colloids and Surface Science Symposiun, 2024
Best Student Seminar Award, MIT Department of Chemical Engineering, 2024
Best Abstract Award, APS Virtual Polymer Physics Workshop, 2023
MIT Chemical Engineering Communication Fellowship, 2022-2026
NSF GRFP, 2021 (declined)
Barry M. Goldwater Scholarship, 2020